# Multi-hop Information-Seeking on InfoSeek-Eval ID

Source: [Multi-hop Information-Seeking on InfoSeek-Eval ID](<https://www.sota2.com/research/sota/multi-hop-information-seeking-on-infoseek-eval-id>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-08T06:56:54.268Z

Evaluation of model performance on the InfoSeek-Eval ID dataset for multi-hop information-seeking tasks, measured by Success Rate (SR) and Average Steps.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Multi-hop information-seeking |
| Dataset (including any stated split) | InfoSeek-Eval ID |
| Metric | Success Rate (SR) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 24 of 24 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Success Rate (SR)](<https://www.sota2.com/research/sota/multi-hop-information-seeking-on-infoseek-eval-id.md?metric=Success%20Rate%20(SR)>): Higher is better; unit: PERCENT.

- [Average Steps](<https://www.sota2.com/research/sota/multi-hop-information-seeking-on-infoseek-eval-id.md?metric=Average%20Steps>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Success Rate (SR) | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen3-Emb + LRAT | 82 | Not recorded | 69d5e0de7d0172140ec758c1 |
| E5-Large + LRAT | 81.7 | Not recorded | 69d5e0de7d0172140ec758c1 |
| Qwen3-Emb + LRAT | 78.3 | Not recorded | 69d5e0de7d0172140ec758c1 |
| E5-Large + LRAT | 75 | Not recorded | 69d5e0de7d0172140ec758c1 |
| E5-Large | 73.7 | Not recorded | 69d5e0de7d0172140ec758c1 |
| Qwen3-Emb + LRAT | 68.7 | Not recorded | 69d5e0de7d0172140ec758c1 |
| Qwen3-Emb + LRAT | 68 | Not recorded | 69d5e0de7d0172140ec758c1 |
| E5-Large + LRAT | 68 | Not recorded | 69d5e0de7d0172140ec758c1 |
| Qwen3-Emb | 67.7 | Not recorded | 69d5e0de7d0172140ec758c1 |
| E5-Large | 64 | Not recorded | 69d5e0de7d0172140ec758c1 |
| E5-Large + LRAT | 63.3 | Not recorded | 69d5e0de7d0172140ec758c1 |
| E5-Large | 60 | Not recorded | 69d5e0de7d0172140ec758c1 |
| Qwen3-Emb | 58.7 | Not recorded | 69d5e0de7d0172140ec758c1 |
| E5-Large | 56.7 | Not recorded | 69d5e0de7d0172140ec758c1 |
| Qwen3-Emb + LRAT | 55.7 | Not recorded | 69d5e0de7d0172140ec758c1 |
| Qwen3-Emb | 52.7 | Not recorded | 69d5e0de7d0172140ec758c1 |
| Qwen3-Emb | 52 | Not recorded | 69d5e0de7d0172140ec758c1 |
| E5-Large + LRAT | 50.7 | Not recorded | 69d5e0de7d0172140ec758c1 |
| E5-Large + LRAT | 49.7 | Not recorded | 69d5e0de7d0172140ec758c1 |
| E5-Large | 47.3 | Not recorded | 69d5e0de7d0172140ec758c1 |
| Qwen3-Emb + LRAT | 47 | Not recorded | 69d5e0de7d0172140ec758c1 |
| E5-Large | 41.7 | Not recorded | 69d5e0de7d0172140ec758c1 |
| Qwen3-Emb | 40.3 | Not recorded | 69d5e0de7d0172140ec758c1 |
| Qwen3-Emb | 40 | Not recorded | 69d5e0de7d0172140ec758c1 |

### Qwen3-Emb + LRAT

Success Rate (SR): 82. Result ID: 69d5fbb147f34ce924be01dd.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Implementation](<https://github.com/Yuqi-Zhou/LRAT>)

Recorded evaluation configuration: {"Agent Backbone":"GLM-4.7 (358B)"}. This record does not assert independent reproduction.

### E5-Large + LRAT

Success Rate (SR): 81.7. Result ID: 69d5fbb147f34ce924be01df.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Implementation](<https://github.com/Yuqi-Zhou/LRAT>)

Recorded evaluation configuration: {"Agent Backbone":"GLM-4.7 (358B)"}. This record does not assert independent reproduction.

### Qwen3-Emb + LRAT

Success Rate (SR): 78.3. Result ID: 69d5fbb147f34ce924be01d9.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Implementation](<https://github.com/Yuqi-Zhou/LRAT>)

Recorded evaluation configuration: {"Agent Backbone":"MiniMax-M2.1 (229B)"}. This record does not assert independent reproduction.

### E5-Large + LRAT

Success Rate (SR): 75. Result ID: 69d5fbb147f34ce924be01db.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Implementation](<https://github.com/Yuqi-Zhou/LRAT>)

Recorded evaluation configuration: {"Agent Backbone":"MiniMax-M2.1 (229B)"}. This record does not assert independent reproduction.

### E5-Large

Success Rate (SR): 73.7. Result ID: 69d5fbb147f34ce924be01de.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72251e209131cea54c85.md>)

Recorded evaluation configuration: {"Agent Backbone":"GLM-4.7 (358B)"}. This record does not assert independent reproduction.

### Qwen3-Emb + LRAT

Success Rate (SR): 68.7. Result ID: 69d5fbb147f34ce924be01cd.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Implementation](<https://github.com/Yuqi-Zhou/LRAT>)

Recorded evaluation configuration: {"Agent Backbone":"WebExplore (8B)"}. This record does not assert independent reproduction.

### Qwen3-Emb + LRAT

Success Rate (SR): 68. Result ID: 69d5fbb147f34ce924be01d1.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Implementation](<https://github.com/Yuqi-Zhou/LRAT>)

Recorded evaluation configuration: {"Agent Backbone":"Tongyi-DeepResearch (30B)"}. This record does not assert independent reproduction.

### E5-Large + LRAT

Success Rate (SR): 68. Result ID: 69d5fbb147f34ce924be01d3.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Implementation](<https://github.com/Yuqi-Zhou/LRAT>)

Recorded evaluation configuration: {"Agent Backbone":"Tongyi-DeepResearch (30B)"}. This record does not assert independent reproduction.

### Qwen3-Emb

Success Rate (SR): 67.7. Result ID: 69d5fbb147f34ce924be01dc.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79601e209131cea7d516.md>)

Recorded evaluation configuration: {"Agent Backbone":"GLM-4.7 (358B)"}. This record does not assert independent reproduction.

### E5-Large

Success Rate (SR): 64. Result ID: 69d5fbb147f34ce924be01da.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72251e209131cea54c85.md>)

Recorded evaluation configuration: {"Agent Backbone":"MiniMax-M2.1 (229B)"}. This record does not assert independent reproduction.

### E5-Large + LRAT

Success Rate (SR): 63.3. Result ID: 69d5fbb147f34ce924be01cf.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Implementation](<https://github.com/Yuqi-Zhou/LRAT>)

Recorded evaluation configuration: {"Agent Backbone":"WebExplore (8B)"}. This record does not assert independent reproduction.

### E5-Large

Success Rate (SR): 60. Result ID: 69d5fbb147f34ce924be01ce.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72251e209131cea54c85.md>)

Recorded evaluation configuration: {"Agent Backbone":"WebExplore (8B)"}. This record does not assert independent reproduction.

### Qwen3-Emb

Success Rate (SR): 58.7. Result ID: 69d5fbb147f34ce924be01d8.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79601e209131cea7d516.md>)

Recorded evaluation configuration: {"Agent Backbone":"MiniMax-M2.1 (229B)"}. This record does not assert independent reproduction.

### E5-Large

Success Rate (SR): 56.7. Result ID: 69d5fbb147f34ce924be01d2.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72251e209131cea54c85.md>)

Recorded evaluation configuration: {"Agent Backbone":"Tongyi-DeepResearch (30B)"}. This record does not assert independent reproduction.

### Qwen3-Emb + LRAT

Success Rate (SR): 55.7. Result ID: 69d5fbb147f34ce924be01c9.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Implementation](<https://github.com/Yuqi-Zhou/LRAT>)

Recorded evaluation configuration: {"Agent Backbone":"AgentCPM-Explore (4B)"}. This record does not assert independent reproduction.

### Qwen3-Emb

Success Rate (SR): 52.7. Result ID: 69d5fbb147f34ce924be01d0.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79601e209131cea7d516.md>)

Recorded evaluation configuration: {"Agent Backbone":"Tongyi-DeepResearch (30B)"}. This record does not assert independent reproduction.

### Qwen3-Emb

Success Rate (SR): 52. Result ID: 69d5fbb147f34ce924be01cc.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79601e209131cea7d516.md>)

Recorded evaluation configuration: {"Agent Backbone":"WebExplore (8B)"}. This record does not assert independent reproduction.

### E5-Large + LRAT

Success Rate (SR): 50.7. Result ID: 69d5fbb147f34ce924be01d7.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Implementation](<https://github.com/Yuqi-Zhou/LRAT>)

Recorded evaluation configuration: {"Agent Backbone":"GPT-OSS (120B)"}. This record does not assert independent reproduction.

### E5-Large + LRAT

Success Rate (SR): 49.7. Result ID: 69d5fbb147f34ce924be01cb.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Implementation](<https://github.com/Yuqi-Zhou/LRAT>)

Recorded evaluation configuration: {"Agent Backbone":"AgentCPM-Explore (4B)"}. This record does not assert independent reproduction.

### E5-Large

Success Rate (SR): 47.3. Result ID: 69d5fbb147f34ce924be01ca.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72251e209131cea54c85.md>)

Recorded evaluation configuration: {"Agent Backbone":"AgentCPM-Explore (4B)"}. This record does not assert independent reproduction.

### Qwen3-Emb + LRAT

Success Rate (SR): 47. Result ID: 69d5fbb147f34ce924be01d5.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Implementation](<https://github.com/Yuqi-Zhou/LRAT>)

Recorded evaluation configuration: {"Agent Backbone":"GPT-OSS (120B)"}. This record does not assert independent reproduction.

### E5-Large

Success Rate (SR): 41.7. Result ID: 69d5fbb147f34ce924be01d6.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72251e209131cea54c85.md>)

Recorded evaluation configuration: {"Agent Backbone":"GPT-OSS (120B)"}. This record does not assert independent reproduction.

### Qwen3-Emb

Success Rate (SR): 40.3. Result ID: 69d5fbb147f34ce924be01c8.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79601e209131cea7d516.md>)

Recorded evaluation configuration: {"Agent Backbone":"AgentCPM-Explore (4B)"}. This record does not assert independent reproduction.

### Qwen3-Emb

Success Rate (SR): 40. Result ID: 69d5fbb147f34ce924be01d4.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0de7d0172140ec758c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79601e209131cea7d516.md>)

Recorded evaluation configuration: {"Agent Backbone":"GPT-OSS (120B)"}. This record does not assert independent reproduction.

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